{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读入图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x177dd5cf390>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import imageio\n",
    "from matplotlib.pyplot import imshow\n",
    "\n",
    "image = imageio.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 显示图像大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "337500"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300, 375, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "only integer scalar arrays can be converted to a scalar index",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-2-87b90f1f0c72>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mimage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mimageio\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"file/COCO_val2014_000000000042.jpg\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mimage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m100\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: only integer scalar arrays can be converted to a scalar index"
     ]
    }
   ],
   "source": [
    "import imageio\n",
    "from matplotlib.pyplot import imshow\n",
    "\n",
    "image = imageio.imread(\"file/COCO_val2014_000000000042.jpg\")\n",
    "image.resize(image,(100, 100, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "imageio?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
